Pandas Profiling Report

Dataset statistics

Number of variables	10
Number of observations	2768
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	216.4 KiB
Average record size in memory	80.0 B

Variable types

Numeric	9
Categorical	1

Alerts

`Outcome` has constant value "1"	Constant
`Pregnancies` is highly overall correlated with `Age`	High correlation
`SkinThickness` is highly overall correlated with `BMI`	High correlation
`BMI` is highly overall correlated with `SkinThickness`	High correlation
`Age` is highly overall correlated with `Pregnancies`	High correlation
`Id` is uniformly distributed	Uniform
`Id` has unique values	Unique

Reproduction

Analysis started	2023-09-19 17:25:44.473002
Analysis finished	2023-09-19 17:26:08.561941
Duration	24.09 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	2768
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1384.5

Minimum	1
Maximum	2768
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	1
5-th percentile	139.35
Q1	692.75
median	1384.5
Q3	2076.25
95-th percentile	2629.65
Maximum	2768
Range	2767
Interquartile range (IQR)	1383.5

Descriptive statistics

Standard deviation	799.1971
Coefficient of variation (CV)	0.57724601
Kurtosis	-1.2
Mean	1384.5
Median Absolute Deviation (MAD)	692
Skewness	0
Sum	3832296
Variance	638716
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
1850	1	< 0.1%
1842	1	< 0.1%
1843	1	< 0.1%
1844	1	< 0.1%
1845	1	< 0.1%
1846	1	< 0.1%
1847	1	< 0.1%
1848	1	< 0.1%
1849	1	< 0.1%
Other values (2758)	2758	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
2768	1	< 0.1%
2767	1	< 0.1%
2766	1	< 0.1%
2765	1	< 0.1%
2764	1	< 0.1%
2763	1	< 0.1%
2762	1	< 0.1%
2761	1	< 0.1%
2760	1	< 0.1%
2759	1	< 0.1%

Pregnancies
Real number (ℝ)

Distinct	17
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3972835

Minimum	1
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	10
Maximum	17
Range	16
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.9320791
Coefficient of variation (CV)	0.66679329
Kurtosis	0.89036837
Mean	4.3972835
Median Absolute Deviation (MAD)	2
Skewness	1.027433
Sum	12171.681
Variance	8.597088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	491	17.7%
4.397283531	412	14.9%
2	387	14.0%
3	270	9.8%
4	259	9.4%
5	198	7.2%
6	181	6.5%
7	145	5.2%
8	134	4.8%
9	98	3.5%
Other values (7)	193	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	491	17.7%
2	387	14.0%
3	270	9.8%
4	259	9.4%
4.397283531	412	14.9%
5	198	7.2%
6	181	6.5%
7	145	5.2%
8	134	4.8%
9	98	3.5%

Value	Count	Frequency (%)
17	4	0.1%
15	3	0.1%
14	9	0.3%
13	32	1.2%
12	32	1.2%
11	35	1.3%
10	78	2.8%
9	98	3.5%
8	134	4.8%
7	145	5.2%

Glucose
Real number (ℝ)

Distinct	136
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.89527

Minimum	44
Maximum	199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	44
5-th percentile	80
Q1	99
median	118
Q3	141
95-th percentile	181
Maximum	199
Range	155
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	30.50096
Coefficient of variation (CV)	0.25022267
Kurtosis	-0.32133555
Mean	121.89527
Median Absolute Deviation (MAD)	20
Skewness	0.51815371
Sum	337406.11
Variance	930.30858
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	66	2.4%
100	61	2.2%
102	52	1.9%
129	51	1.8%
106	50	1.8%
95	49	1.8%
112	49	1.8%
105	47	1.7%
111	47	1.7%
108	46	1.7%
Other values (126)	2250	81.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44	3	0.1%
56	4	0.1%
57	7	0.3%
61	4	0.1%
62	3	0.1%
65	4	0.1%
67	3	0.1%
68	10	0.4%
71	13	0.5%
72	5	0.2%

Value	Count	Frequency (%)
199	4	0.1%
198	3	0.1%
197	12	0.4%
196	8	0.3%
195	10	0.4%
194	13	0.5%
193	8	0.3%
191	3	0.1%
190	4	0.1%
189	12	0.4%

BloodPressure
Real number (ℝ)

Distinct	47
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.404086

Minimum	24
Maximum	122
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	24
5-th percentile	52
Q1	64
median	72
Q3	80
95-th percentile	90
Maximum	122
Range	98
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.988255
Coefficient of variation (CV)	0.16557429
Kurtosis	1.0848212
Mean	72.404086
Median Absolute Deviation (MAD)	8
Skewness	0.19284984
Sum	200414.51
Variance	143.71826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
70	201	7.3%
74	197	7.1%
78	173	6.2%
68	170	6.1%
64	163	5.9%
72	162	5.9%
80	138	5.0%
76	132	4.8%
60	129	4.7%
62	128	4.6%
Other values (37)	1175	42.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	3	0.1%
30	5	0.2%
38	4	0.1%
40	3	0.1%
44	15	0.5%
46	8	0.3%
48	18	0.7%
50	44	1.6%
52	40	1.4%
54	42	1.5%

Value	Count	Frequency (%)
122	4	0.1%
114	4	0.1%
110	10	0.4%
108	7	0.3%
106	12	0.4%
104	7	0.3%
102	4	0.1%
100	12	0.4%
98	11	0.4%
96	12	0.4%

SkinThickness
Real number (ℝ)

Distinct	53
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.289634

Minimum	7
Maximum	110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	7
5-th percentile	14
Q1	25
median	29.289634
Q3	32
95-th percentile	44
Maximum	110
Range	103
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	9.0312654
Coefficient of variation (CV)	0.3083434
Kurtosis	8.373126
Mean	29.289634
Median Absolute Deviation (MAD)	3.7103659
Skewness	1.1637619
Sum	81073.707
Variance	81.563754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.28963415	800	28.9%
32	114	4.1%
30	102	3.7%
23	82	3.0%
27	81	2.9%
28	74	2.7%
18	74	2.7%
33	71	2.6%
39	70	2.5%
31	69	2.5%
Other values (43)	1231	44.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	5	0.2%
8	8	0.3%
10	18	0.7%
11	20	0.7%
12	28	1.0%
13	41	1.5%
14	21	0.8%
15	47	1.7%
16	21	0.8%
17	55	2.0%

Value	Count	Frequency (%)
110	2	0.1%
99	3	0.1%
63	4	0.1%
60	3	0.1%
59	2	0.1%
56	4	0.1%
54	6	0.2%
52	6	0.2%
51	4	0.1%
50	10	0.4%

Insulin
Real number (ℝ)

Distinct	187
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	154.23783

Minimum	14
Maximum	846
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	14
5-th percentile	50
Q1	120
median	154.23783
Q3	154.23783
95-th percentile	293
Maximum	846
Range	832
Interquartile range (IQR)	34.23783

Descriptive statistics

Standard deviation	81.678056
Coefficient of variation (CV)	0.52955916
Kurtosis	12.596531
Mean	154.23783
Median Absolute Deviation (MAD)	5.7621697
Skewness	2.7431577
Sum	426930.31
Variance	6671.3049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
154.2378303	1330	48.0%
105	42	1.5%
140	33	1.2%
130	31	1.1%
180	30	1.1%
120	29	1.0%
100	27	1.0%
94	24	0.9%
135	23	0.8%
76	22	0.8%
Other values (177)	1177	42.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	4	0.1%
15	4	0.1%
16	4	0.1%
18	7	0.3%
22	4	0.1%
23	6	0.2%
25	3	0.1%
29	4	0.1%
32	3	0.1%
36	11	0.4%

Value	Count	Frequency (%)
846	1	< 0.1%
744	3	0.1%
680	3	0.1%
600	3	0.1%
579	5	0.2%
545	3	0.1%
543	1	< 0.1%
540	4	0.1%
510	4	0.1%
495	7	0.3%

BMI
Real number (ℝ)

Distinct	253
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.596665

Minimum	18.2
Maximum	80.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	18.2
5-th percentile	22.2
Q1	27.575
median	32.4
Q3	36.625
95-th percentile	44.6
Maximum	80.6
Range	62.4
Interquartile range (IQR)	9.05

Descriptive statistics

Standard deviation	7.1034241
Coefficient of variation (CV)	0.21791873
Kurtosis	2.4063121
Mean	32.596665
Median Absolute Deviation (MAD)	4.6
Skewness	0.85229216
Sum	90227.57
Variance	50.458634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	46	1.7%
31.2	45	1.6%
31.6	41	1.5%
32.59666545	39	1.4%
33.3	37	1.3%
32.4	35	1.3%
32.8	34	1.2%
30.8	33	1.2%
32.9	33	1.2%
30.1	31	1.1%
Other values (243)	2394	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.2	11	0.4%
18.4	3	0.1%
19.1	3	0.1%
19.3	4	0.1%
19.4	3	0.1%
19.5	8	0.3%
19.6	9	0.3%
19.9	1	< 0.1%
20	4	0.1%
20.1	6	0.2%

Value	Count	Frequency (%)
80.6	2	0.1%
67.1	4	0.1%
64.4	2	0.1%
59.4	4	0.1%
57.3	4	0.1%
55	4	0.1%
53.2	4	0.1%
52.9	4	0.1%
52.7	2	0.1%
52.3	6	0.2%

DiabetesPedigreeFunction
Real number (ℝ)

Distinct	523
Distinct (%)	18.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.47119256

Minimum	0.078
Maximum	2.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	0.078
5-th percentile	0.141
Q1	0.244
median	0.375
Q3	0.624
95-th percentile	1.136
Maximum	2.42
Range	2.342
Interquartile range (IQR)	0.38

Descriptive statistics

Standard deviation	0.32566883
Coefficient of variation (CV)	0.69115869
Kurtosis	5.172935
Mean	0.47119256
Median Absolute Deviation (MAD)	0.168
Skewness	1.8427907
Sum	1304.261
Variance	0.10606019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.258	22	0.8%
0.207	20	0.7%
0.261	18	0.7%
0.268	18	0.7%
0.238	18	0.7%
0.259	17	0.6%
0.284	16	0.6%
0.551	16	0.6%
0.52	16	0.6%
0.292	16	0.6%
Other values (513)	2591	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.078	3	0.1%
0.084	3	0.1%
0.085	7	0.3%
0.088	8	0.3%
0.089	3	0.1%
0.092	3	0.1%
0.096	4	0.1%
0.1	4	0.1%
0.101	3	0.1%
0.102	3	0.1%

Value	Count	Frequency (%)
2.42	4	0.1%
2.329	3	0.1%
2.288	1	< 0.1%
2.137	4	0.1%
1.893	3	0.1%
1.781	3	0.1%
1.731	4	0.1%
1.699	3	0.1%
1.698	4	0.1%
1.6	4	0.1%

Age
Real number (ℝ)

Distinct	52
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.132225

Minimum	21
Maximum	81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	21.8 KiB

Quantile statistics

Minimum	21
5-th percentile	21
Q1	24
median	29
Q3	40
95-th percentile	58
Maximum	81
Range	60
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.77723
Coefficient of variation (CV)	0.35546148
Kurtosis	0.77185874
Mean	33.132225
Median Absolute Deviation (MAD)	7
Skewness	1.1662989
Sum	91710
Variance	138.70315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	264	9.5%
21	229	8.3%
25	182	6.6%
24	168	6.1%
23	141	5.1%
28	133	4.8%
26	117	4.2%
27	113	4.1%
29	99	3.6%
31	82	3.0%
Other values (42)	1240	44.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	229	8.3%
22	264	9.5%
23	141	5.1%
24	168	6.1%
25	182	6.6%
26	117	4.2%
27	113	4.1%
28	133	4.8%
29	99	3.6%
30	77	2.8%

Value	Count	Frequency (%)
81	4	0.1%
72	4	0.1%
70	4	0.1%
69	8	0.3%
68	4	0.1%
67	13	0.5%
66	16	0.6%
65	11	0.4%
64	4	0.1%
63	17	0.6%

Outcome
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.8 KiB

1	2768

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2768
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	2768	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2768	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	2768	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2768	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	2768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2768	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	2768	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2768	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	2768	100.0%

Auto

Heatmap
Table

	Id	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age
Id	1.000	-0.030	0.011	0.009	0.011	0.012	0.019	-0.003	-0.008
Pregnancies	-0.030	1.000	0.171	0.266	0.179	0.120	0.110	-0.026	0.550
Glucose	0.011	0.171	1.000	0.230	0.198	0.399	0.221	0.077	0.272
BloodPressure	0.009	0.266	0.230	1.000	0.211	0.109	0.281	0.006	0.362
SkinThickness	0.011	0.179	0.198	0.211	1.000	0.192	0.545	0.044	0.191
Insulin	0.012	0.120	0.399	0.109	0.192	1.000	0.183	0.046	0.183
BMI	0.019	0.110	0.221	0.281	0.545	0.183	1.000	0.133	0.110
DiabetesPedigreeFunction	-0.003	-0.026	0.077	0.006	0.044	0.046	0.133	1.000	0.039
Age	-0.008	0.550	0.272	0.362	0.191	0.183	0.110	0.039	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Id	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age	Outcome
0	1	6.000000	148.0	72.000000	35.000000	154.23783	33.600000	0.627	50	1
1	2	1.000000	85.0	66.000000	29.000000	154.23783	26.600000	0.351	31	1
2	3	8.000000	183.0	64.000000	29.289634	154.23783	23.300000	0.672	32	1
3	4	1.000000	89.0	66.000000	23.000000	94.00000	28.100000	0.167	21	1
4	5	4.397284	137.0	40.000000	35.000000	168.00000	43.100000	2.288	33	1
5	6	5.000000	116.0	74.000000	29.289634	154.23783	25.600000	0.201	30	1
6	7	3.000000	78.0	50.000000	32.000000	88.00000	31.000000	0.248	26	1
7	8	10.000000	115.0	72.404086	29.289634	154.23783	35.300000	0.134	29	1
8	9	2.000000	197.0	70.000000	45.000000	543.00000	30.500000	0.158	53	1
9	10	8.000000	125.0	96.000000	29.289634	154.23783	32.596665	0.232	54	1

	Id	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age	Outcome
2758	2759	3.000000	111.0	90.000000	12.000000	78.00000	28.4	0.495	29	1
2759	2760	6.000000	102.0	82.000000	29.289634	154.23783	30.8	0.180	36	1
2760	2761	6.000000	134.0	70.000000	23.000000	130.00000	35.4	0.542	29	1
2761	2762	2.000000	87.0	72.404086	23.000000	154.23783	28.9	0.773	25	1
2762	2763	1.000000	79.0	60.000000	42.000000	48.00000	43.5	0.678	23	1
2763	2764	2.000000	75.0	64.000000	24.000000	55.00000	29.7	0.370	33	1
2764	2765	8.000000	179.0	72.000000	42.000000	130.00000	32.7	0.719	36	1
2765	2766	6.000000	85.0	78.000000	29.289634	154.23783	31.2	0.382	42	1
2766	2767	4.397284	129.0	110.000000	46.000000	130.00000	67.1	0.319	26	1
2767	2768	2.000000	81.0	72.000000	15.000000	76.00000	30.1	0.547	25	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample